The performance of intravoxel-incoherent motion diffusion-weighted imaging derived hypoxia for the risk stratification of prostate cancer in peripheral zone

被引:11
作者
Chen, Zhongwei [1 ]
Xue, Yingnan [1 ]
Zhang, Zhao [1 ]
Li, Weikang [1 ]
Wen, Min [2 ]
Zhao, Youfan [1 ]
Li, Jiance [1 ]
Weng, Zhiliang [3 ]
Ye, Qiong [1 ,4 ]
机构
[1] Wenzhou Med Univ, Affiliated Hosp 1, Dept Radiol, Wenzhou, Zhejiang, Peoples R China
[2] Wenzhou Med Univ, Affiliated Hosp 1, Dept Neurosurg, Wenzhou, Zhejiang, Peoples R China
[3] Wenzhou Med Univ, Affiliated Hosp 1, Dept Urol, Wenzhou, Zhejiang, Peoples R China
[4] Chinese Acad Sci, Hefei Inst Phys Sci, High Magnet Field Lab, Hefei, Anhui, Peoples R China
基金
中国国家自然科学基金;
关键词
Prostate cancer; Hypoxia; Diffusion; Support vector machines; Multiparametric magnetic resonance imaging; ISUP CONSENSUS CONFERENCE; MULTI-PARAMETRIC MRI; INTERNATIONAL-SOCIETY; MULTIPARAMETRIC MRI; HISTOGRAM ANALYSIS; TUMOR HYPOXIA; GLEASON GRADE; INDEX LESION; PATHOLOGY; CARCINOMA;
D O I
10.1016/j.ejrad.2020.108865
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Purpose: To assess the association between intravoxel-incoherent motion diffusion-weighted imaging (IVIM) derived hypoxia and the aggressiveness of prostate cancer (PCa) and to explore its contribution to the risk stratification of PCa. Methods: Seventy-five peripheral zone (PZ) PCa patients, who underwent multiparametric MRI (mpMRI), were included in this study. Systematic ultrasound guided biopsy was used as reference. IVIM was acquired with 5 b values (b = 0 similar to 750 s/mm(2)). Apparent diffusion coefficient (ADC), pure tissue diffusion (Ds), volume fraction of pseudo-diffusion (fp), hypoxic fraction (HFDWI), hypoxia score (HSDWI) and relative oxygen saturation(rOS(DWI)), were calculated and histogram analysis was applied. Groups comparison was performed between low-intermediate-grade group (LG, the International Society of Urological Pathology (ISUP) Gleason Grade (GG) <= 2) and high-grade (HG, ISUP GG >= 3) group. The correlation between diffusion parameters and ISUP GG was assessed. Cross-validated Support Vector Machine (SVM) Classification was performed and compared with univariate ROC analysis to explore the risk stratification of PZ PCa. Results: Mean, median, and the 10th percentile of Ds differed significantly between groups (p < 0.05). Several parameters significantly correlated with ISUP grade, and the 10th percentile of Ds showed the strongest correlation (p = - 0.284). The prediction model containing IVIM derived hypoxia yielded an area under the receiver operating characteristics curve (AUC) ranging 0.749-0.786 for cross-validation. The AUCs of the SVM modeling were higher than that of any single parameter. Conclusion: IVIM derived hypoxia demonstrated significant correlation with the aggressiveness of PCa. It's supplemental to the MRI assessment of PCa with a promising stratification of risk stratification of PZ PCa.
引用
收藏
页数:7
相关论文
共 40 条
[1]   Hypoxia and the presence of human vascular endothelial cells affect prostate cancer cell invasion and metabolism [J].
Ackerstaff, Ellen ;
Artemov, Dmitri ;
Gillies, Robert J. ;
Bhujwalla, Zaver M. .
NEOPLASIA, 2007, 9 (12) :1138-1151
[2]   Diagnostic accuracy of multi-parametric MRI and TRUS biopsy in prostate cancer (PROMIS): a paired validating confirmatory study [J].
Ahmed, Hashim U. ;
Bosaily, Ahmed El-Shater ;
Brown, Louise C. ;
Gabe, Rhian ;
Kaplan, Richard ;
Parmar, Mahesh K. ;
Collaco-Moraes, Yolanda ;
Ward, Katie ;
Hindley, Richard G. ;
Freeman, Alex ;
Kirkham, Alex P. ;
Oldroyd, Robert ;
Parker, Chris ;
Emberton, Mark .
LANCET, 2017, 389 (10071) :815-822
[3]  
[Anonymous], ABDOM RADIOL
[4]  
[Anonymous], NMR BIOMED
[5]  
[Anonymous], ACTA RADIOL
[6]   Complications after prostate biopsies in men on active surveillance and its effects on receiving further biopsies in the Prostate cancer Research International: Active Surveillance (PRIAS) study [J].
Bokhorst, Leonard P. ;
Lepisto, Inari ;
Kakehi, Yoshiyuki ;
Bangma, Chris H. ;
Pickles, Tom ;
Valdagni, Riccardo ;
Alberts, Arnout R. ;
Semjonow, Axel ;
Strolin, Petra ;
Montesino, Manuel F. ;
Berge, Viktor ;
Roobol, Monique J. ;
Rannikko, Antti .
BJU INTERNATIONAL, 2016, 118 (03) :366-371
[7]   Exploiting tumour hypoxia in cancer treatment [J].
Brown, JM ;
William, WR .
NATURE REVIEWS CANCER, 2004, 4 (06) :437-447
[8]   An immunohistochemical assessment of hypoxia in prostate carcinoma using pimonidazole: Implications for radioresistance [J].
Carnell, Dawn M. ;
Smith, Rowena E. ;
Daley, Frances M. ;
Saunders, Michele I. ;
Bentzen, Soren M. ;
Hoskin, Peter J. .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2006, 65 (01) :91-99
[9]   Molecular pathology of prostate cancer [J].
Cazares, L. H. ;
Drake, R. R. ;
Esquela-Kirscher, A. ;
Lance, R. S. ;
Semmes, O. J. ;
Troyer, D. A. .
CANCER BIOMARKERS, 2011, 9 (1-6) :441-459
[10]   Prostate Cancer Aggressiveness: Assessment with Whole-Lesion Histogram Analysis of the Apparent Diffusion Coefficient [J].
Donati, Olivio F. ;
Mazaheri, Yousef ;
Afaq, Asim ;
Vargas, Hebert A. ;
Zheng, Junting ;
Moskowitz, Chaya S. ;
Hricak, Hedvig ;
Akin, Oguz .
RADIOLOGY, 2014, 271 (01) :143-152